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Update src/helpers.py
Browse files- src/helpers.py +43 -0
src/helpers.py
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import numpy as np
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from PIL import Image
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def resize_image(image_array, max_size=1048576):
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"""
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Resizes a NumPy image array to a maximum total size of 1048576 pixels while preserving the aspect ratio.
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Args:
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image_array (numpy.ndarray): The input image array.
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max_size (int): The maximum total size of the image in pixels (default is 1048576).
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Returns:
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numpy.ndarray: The resized image array.
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"""
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# Get the current size of the image
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height, width, _ = image_array.shape
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# Calculate the total size of the image
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total_size = height * width
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# If the image is already smaller than the max size, return the original image
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if total_size <= max_size:
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return image_array
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# Calculate the aspect ratio
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aspect_ratio = width / height
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# Calculate the new dimensions while preserving the aspect ratio
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if aspect_ratio > 1:
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new_width = int(np.sqrt(max_size * aspect_ratio))
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new_height = int(new_width / aspect_ratio)
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else:
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new_height = int(np.sqrt(max_size / aspect_ratio))
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new_width = int(new_height * aspect_ratio)
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# Resize the image using Pillow
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image = Image.fromarray(image_array)
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image = image.resize((new_width, new_height), resample=Image.BICUBIC)
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# Convert the resized image back to a NumPy array
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resized_image = np.array(image)
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return resized_image
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